Articles | Volume 18, issue 21
https://doi.org/10.5194/amt-18-6093-2025
https://doi.org/10.5194/amt-18-6093-2025
Research article
 | 
04 Nov 2025
Research article |  | 04 Nov 2025

Five years of GOSAT-2 retrievals with RemoTeC: XCO2 and XCH4 data products with quality filtering by machine learning

Andrew Gerald Barr, Jochen Landgraf, Mari Martinez-Velarte, Mihalis Vrekoussis, Ralf Sussmann, Isamu Morino, Kimberly Strong, Minqiang Zhou, Voltaire A. Velazco, Hirofumi Ohyama, Thorsten Warneke, Frank Hase, and Tobias Borsdorff

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Accelerating greenhouse gas retrievals with neural network-based forward models
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EGUsphere, https://doi.org/10.5194/egusphere-2026-4724,https://doi.org/10.5194/egusphere-2026-4724, 2026
This preprint is open for discussion and under review for Atmospheric Measurement Techniques (AMT).
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Cited articles

Banks, H. and Wood, R.: Where to Look for Anthropogenic Climate Change in the Ocean, J. Climate, 15, 879–891, 2002. a
Barr, A. G., Borsdorff, T., and Landgraf, J.: Algorithm Theoretical Basis Document (ATBD) Version 1.5 – For the RemoTeC XCO2 and XCH4 GOSAT-2 SRON Full Physics Products (CO2_GO2_SRFP and CH4_GO2_SRFP) Version 2.0.3 for the Essential Climate Variable (ECV) Greenhouse Gases (GHG), ESA GHG CCI+, https://climate.esa.int/media/documents/ATBD_XCO2_XCH4_GOSAT2_SRFP_v1.5.pdf (last access: 28 October 2025), 2024a. a, b
Barr, A. G., Borsdorff, T., and Landgraf, J.: Algorithm Theoretical Basis Document (ATBD) Version 1.5 For the RemoTeC XCH4 GOSAT-2 SRON Proxy Product (CH4_GO2_SRPR) Version 2.0.3 for the Essential Climate Variable (ECV) Greenhouse Gases (GHG), ESA GHG CCI+, https://climate.esa.int/media/documents/ATBD_XCH4_GOSAT2_SRPR_v1.5.pdf (last access: 28 October 2025), 2024b. a, b
Barr, A. G., Borsdorff, T., and Landgraf, J.: ESA Climate Change Initiative “Plus” (CCI+) Product User Guide (PUG) Version 5.0 – For the RemoTeC GOSAT-2 SRON Full-Physics Products: XCO2 (CO2_GO2_SRFP) and XCH4 (CH4_GO2_SRFP) Version 2.0.3 for the Essential Climate Variable (ECV) Greenhouse Gases (GHG), ESA GHG CCI+, https://climate.esa.int/media/documents/PUG_CRDP9_v2_GHG-CCI_CO2_CH4_GO2_SRFP_v2.0.3.pdf (last access: 28 October 2025), 2024c. a
Barr, A. G., Borsdorff, T., and Landgraf, J.: ESA Climate Change Initiative “Plus” (CCI+) Product User Guide (PUG) Version 5.0 - for the RemoTeC XCH4 GOSAT-2 Proxy Product (CH4_GO2_SRPR) version 2.0.3 for the Essential Climate Variable (ECV) Greenhouse Gases (GHG), ESA GHG CCI+, https://climate.esa.int/media/documents/PUG_CRDP9_v2_GHG-CCI_CH4_GO2_SRPR_v2.0.3.pdf (last access: 28 October 2025), 2024d. a
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Short summary

The Greenhouse Gases Observing Satellite-2 (GOSAT-2) is a satellite dedicated to measuring concentrations of greenhouse gases from space. Since its launch, the increase of CH4 and CO2 concentrations in the atmosphere is clear. The datasets obtained from GOSAT-2 are used in the Copernicus atmospheric services to monitor the climate, in light of the Paris Agreement. Here we present robust datasets of these gases from GOSAT-2, including a novel machine learning approach to data quality filtering.

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